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Provides a JSON manipulation interface using JSONPath syntax for querying, transforming, and analyzing structured data across diverse datasets.

Enhance security posture by embedding Snyk vulnerability scanning directly into agentic workflows.

Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server.

Integrates with the HeFeng Weather API to provide real-time weather information and forecasts for locations in China, supporting queries by coordinates and offering hourly and daily data.

MCP server built on FastMCP with 3 core services: ScrapeCreators API (Google Ads Transparency), SQLite media cache, & Gemini AI for video analysis. Exposes 7 tools for ad search, retrieval, AI media analysis & cache mgmt. Uses intelligent caching in ~/.cache/google-ads-mcp/ to avoid redundant calls. Handles images (Claude vision) & videos (Gemini) with full error handling.

Integrates with SPARQL servers to enable querying and manipulation of RDF data sources, facilitating semantic web integration for knowledge graph exploration and linked data analysis.

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